AI costs are notoriously difficult to track because the spend doesn’t come with built-in attribution. Third-party providers like OpenAI and Anthropic send you a single invoice line, shared model endpoints serve multiple teams, and native cloud tags weren’t designed for dynamic LLM workloads.